Design of a Reconfigurable Microfluidic System Enabled by Magnetic Miniature Robots
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Microfluidics permits fluid operations at the microscale. Conventional microfluidic devices have fixed structural configurations, which restrict their adaptability for different applications. A new approach is proposed by integrating magnetic miniature robotic systems into microfluidic platforms, thereby enabling dynamic reconfiguration of the microfluidic chip. As a demonstration, the study presents four types of magnetic miniature robots, i.e., magnetic sorting robot, magnetic variable channel robot, magnetic gyroscope robot, and magnetic rotating flow channel robot, to achieve on‐chip sorting, dynamic regulation of fluid velocity, on‐chip flow regulation, and rapid mixing and bubble manipulation. This work presents a versatile and scalable solution for reconfigurable microfluidic systems, opening new avenues for real‐time control in biological and chemical processes.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it